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Patrick Knobelreiter

2 accepted papers

2020

Belief Propagation Reloaded: Learning BP-Layers for Labeling Problems

CVPR 2020poster

It has been proposed by many researchers that combining deep neural networks with graphical models can create more efficient and better regularized composite models. The main difficulties in implementing this in practice are associated with a discrepancy in suitable learning objectives as well as wi…

Cited by 31PDFcodeScholar
2017

End-To-End Training of Hybrid CNN-CRF Models for Stereo

CVPR 2017poster

We propose a novel and principled hybrid CNN+CRF model for stereo estimation. Our model allows to exploit the advantages of both, convolutional neural networks (CNNs) and conditional random fields (CRFs) in an unified approach. The CNNs compute expressive features for matching and distinctive color…

Cited by 170PDFScholar